Continual learning and adaptive AI systems

Macaron-V1 introduces open continual learning with Mixture-of-LoRA for modular adaptation, frozen base model, and recursive self-improvement (RSI) cycle via MindForge. Includes Harness Context Protocol and UI4A for agent reliability. Directly addresses model staleness, cross-task interference, and post-deployment learning. A practical system for production-grade adaptive AI, relevant to ML engineers and enterprise buyers concerned with model drift and offline training bottlenecks.